{"doi":"10.21105/joss.00861","title":"UMAP: Uniform Manifold Approximation and Projection","abstract":"Uniform Manifold Approximation and Projection (UMAP) is a dimension reduction technique that can be used for visualisation similarly to t-SNE, but also for general non-linear dimension reduction.UMAP has a rigorous mathematical foundation, but is simple to use, with a scikit-learn compatible API.UMAP is among the fastest manifold learning implementations available -significantly faster than most t-SNE implementations.UMAP supports a number of useful features, including the ability to use labels (or partial labels) for supervised (or semi-supervised) dimension reduction, and the ability to transform new unseen data into a pretrained embedding space.","journal":"Journal of Open Source Software","year":2018,"id":7181,"datarank":16.59529453159329,"base_score":9.136478523377727,"endowment":9.136478523377727,"self_citation_contribution":1.3704717785066594,"citation_network_contribution":15.224822753086631,"self_endowment_contribution":1.3704717785066594,"citer_contribution":15.224822753086631,"corpus_percentile":93.4,"corpus_rank":1040,"citation_count":9287,"citer_count":198,"citers_with_citation_signal":198,"citers_with_endowment":198,"datacite_reuse_total":0,"is_dataset":false,"is_oa":true,"file_count":0,"downloads":0,"has_version_chain":false,"published_date":"2018-09-02","authors":[{"id":64861,"name":"John Healy","orcid":"0000-0001-7511-6874","position":1,"is_corresponding":false},{"id":64862,"name":"Nathaniel Saul","orcid":"0000-0002-8549-9810","position":2,"is_corresponding":false},{"id":64863,"name":"Lukas Großberger","orcid":"0000-0002-1314-3591","position":3,"is_corresponding":false},{"id":64860,"name":"Leland McInnes","orcid":"0000-0003-2143-6834","position":0,"is_corresponding":true}],"reference_count":2,"raw_metadata":{"citation_network_status":"fetched"},"created_at":"2026-03-01T18:20:47.508186Z","pmid":null,"pmcid":null,"fwci":null,"citation_percentile":null,"influential_citations":0,"oa_status":null,"license":null,"views":0,"total_file_size_bytes":0,"version_count":0,"clinical_trials":[],"software_tools":[],"db_accessions":[],"linked_datasets":[],"topics":[]}